Interestingly, in HCC, we observed that tumors with higher mutation load (T3) tended to have low immune infiltration, which included lower Th cells, cytotoxic T cells as well as lower expression of PD-L1 and PD-1. Here, PDCD1 is linked to hepatocellular carcinoma.